Final RMSE

0.148

Training Samples

2197

Avg Sale Price

$182K

Top Price Drivers
Price by Neighborhood
Model Comparison
Model Parameters CV RMSE
0 Ridge alpha=10 0.1488
1 Lasso alpha=0.0001 0.1488
2 ElasticNet alpha=0.001, l1=0.2 0.1483
Key Insights
Price Drivers

Quality and living area were the biggest drivers, no suprise.

Neighborhoods

Neinborhoods have significatn price diffrences, with incremental changes.

Model Choice

Elastic net was the best which could mean lots of multicollinearity.